diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..72e8c82
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,6 @@
+
+tutorials/tutorial5/.ipynb_checkpoints/4top_classification-checkpoint.ipynb
+tutorials/tutorial3/.ipynb_checkpoints/Tutorial3-LogisticRegression-SUSY-checkpoint.ipynb
+tutorials/tutorial4/.ipynb_checkpoints/Tutorial4-likelihoodfreeinference-checkpoint.ipynb
+tutorials/tutorial6/.ipynb_checkpoints/20_mlpa_tutorial_energy-checkpoint.ipynb
+tutorials/tutorial8/.ipynb_checkpoints/rbm-checkpoint.ipynb
diff --git a/tutorials/tutorial3/Tutorial3-LogisticRegression-SUSY.ipynb b/tutorials/tutorial3/Tutorial3-LogisticRegression-SUSY.ipynb
index 2467c4b..f0500ce 100644
--- a/tutorials/tutorial3/Tutorial3-LogisticRegression-SUSY.ipynb
+++ b/tutorials/tutorial3/Tutorial3-LogisticRegression-SUSY.ipynb
@@ -863,7 +863,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/tutorial4/Tutorial4-likelihoodfreeinference.ipynb b/tutorials/tutorial4/Tutorial4-likelihoodfreeinference.ipynb
index f068b04..50a45e5 100644
--- a/tutorials/tutorial4/Tutorial4-likelihoodfreeinference.ipynb
+++ b/tutorials/tutorial4/Tutorial4-likelihoodfreeinference.ipynb
@@ -1182,7 +1182,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/tutorial5/4top_classification.ipynb b/tutorials/tutorial5/4top_classification.ipynb
index b48bc6d..105e16e 100644
--- a/tutorials/tutorial5/4top_classification.ipynb
+++ b/tutorials/tutorial5/4top_classification.ipynb
@@ -1371,7 +1371,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/tutorial6/20_mlpa_tutorial_energy.ipynb b/tutorials/tutorial6/20_mlpa_tutorial_energy.ipynb
index 5e43b6d..1af6d44 100644
--- a/tutorials/tutorial6/20_mlpa_tutorial_energy.ipynb
+++ b/tutorials/tutorial6/20_mlpa_tutorial_energy.ipynb
@@ -1124,7 +1124,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.3"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/RBM/rbm.ipynb b/tutorials/tutorial8/rbm.ipynb
similarity index 99%
rename from tutorials/RBM/rbm.ipynb
rename to tutorials/tutorial8/rbm.ipynb
index 883c441..3acfb67 100644
--- a/tutorials/RBM/rbm.ipynb
+++ b/tutorials/tutorial8/rbm.ipynb
@@ -2,7 +2,6 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8cd911c2",
    "metadata": {},
    "source": [
     "# Restricted Boltzmann Machines\n",
@@ -78,7 +77,6 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "9aabeb08",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -105,7 +103,6 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "88d8454b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -227,7 +224,6 @@
   {
    "cell_type": "code",
    "execution_count": 24,
-   "id": "df3b4743",
    "metadata": {},
    "outputs": [
     {
@@ -297,7 +293,6 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "id": "1ba4b9dc",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -344,7 +339,6 @@
   {
    "cell_type": "code",
    "execution_count": 25,
-   "id": "bfad933c",
    "metadata": {},
    "outputs": [
     {
@@ -395,7 +389,6 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "3fba1dff",
    "metadata": {},
    "outputs": [],
    "source": []
@@ -417,7 +410,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.7.6"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/RBM/test.data b/tutorials/tutorial8/test.data
similarity index 100%
rename from tutorials/RBM/test.data
rename to tutorials/tutorial8/test.data
diff --git a/tutorials/tutorial-TEM/EELS_tutorial.ipynb b/tutorials/tutorial9/EELS_tutorial.ipynb
similarity index 100%
rename from tutorials/tutorial-TEM/EELS_tutorial.ipynb
rename to tutorials/tutorial9/EELS_tutorial.ipynb
diff --git a/tutorials/tutorial-TEM/README.txt b/tutorials/tutorial9/README.txt
similarity index 100%
rename from tutorials/tutorial-TEM/README.txt
rename to tutorials/tutorial9/README.txt
diff --git a/tutorials/tutorial-TEM/area03-eels-SI-aligned.dm4 b/tutorials/tutorial9/area03-eels-SI-aligned.dm4
similarity index 100%
rename from tutorials/tutorial-TEM/area03-eels-SI-aligned.dm4
rename to tutorials/tutorial9/area03-eels-SI-aligned.dm4
diff --git a/tutorials/tutorial-TEM/imageClass.py b/tutorials/tutorial9/imageClass.py
similarity index 100%
rename from tutorials/tutorial-TEM/imageClass.py
rename to tutorials/tutorial9/imageClass.py
diff --git a/tutorials/tutorial-TEM/trainZLP.py b/tutorials/tutorial9/trainZLP.py
similarity index 100%
rename from tutorials/tutorial-TEM/trainZLP.py
rename to tutorials/tutorial9/trainZLP.py